LSTM Replaces SISO MPC

The video tutorial explores the use of LSTM networks to emulate Model Predictive Controllers (MPC). It begins with an introduction to LSTM and MPC, followed by a detailed explanation of single input single output MPC. The tutorial then guides viewers through the code implementation, training, and testing of the LSTM model. Finally, it covers the deployment of the model and analyzes the results, highlighting the potential for LSTM to replace MPC in industrial control processes.

What steps are involved in deploying an LSTM model for control applications?

Discuss the significance of training data in the context of LSTM networks for control systems.

What are the potential benefits of converting a commercial MPC solution to an LSTM-based approach?

How does the use of digital twins enhance the testing of control systems?